Vertex AI vs Replicate vs Haystack vs CrewAI
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Vertex AI
vs
Vertex AI
Competitor 1
Replicate
Replicate
Competitor 2
Haystack
Haystack
Competitor 3
CrewAI
CrewAICompare
4 tools · best value per row highlighted
Your tool
Vertex AI
Vertex AI
cloud.google.com
Google Vertex AI is Google Cloud's machine learning and generative AI platform, now presented under the Agent Platform name.
Competitor
Haystack
Haystack
haystack.deepset.ai
Haystack is an open-source AI orchestration framework from deepset for building production-grade LLM applications and agents.
Competitor
CrewAI
CrewAI
crewai.com
CrewAI is a multi-agent platform that covers the full agent lifecycle for businesses: discover what to automate, build agents, govern them in production and optimize them over time.
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
—
476.6Kvisits/mo
MoM change
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▼ 3.1%
—
▼ 10.3%
6-month growth
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-30.2%
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-5.3%
Global rank web
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#39,584
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#107,487
Avg. last 3 months
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1.1M
—
564.3K
Bounce rate lower is better
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35%
—
46%
Pages / visit
—
5.6
—
2.6
Visit duration
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5m 09s
—
1m 32s
Traffic sources
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● Direct 92% · ● Referral 6%
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● Direct 75% · ● Referral 23%
Vertex AIReplicateHaystackCrewAI
Pricing
Model
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Freemium
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Free
Starting price
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—
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Free
Free tier
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–
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Free trial
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–
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API access
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–
Plans
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Public Models Custom/usage-basedPrivate Models Custom/usage-based
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Basic FreeEnterprise $0
Capabilities input → output
Input
DocumentsVideoTextImagesCode
ImagesText
DocumentsCode
Text
Output
TextImagesCode
VideoTextImagesAudio
Apps
CodeApps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core partial
Tasks covered
11
9
7
9
Developer tools
Agents
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Agent creation
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LLM development
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APIs
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Agent management
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Development
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Agent collaboration
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–
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RAG
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–
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API integrations
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–
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Inference
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–
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Model training
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–
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Models
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–
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Models management
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–
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No-code
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Workflows
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Agent memory
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–
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Agent testing
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–
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Fine-Tuning
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–
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Image generation
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LLM training
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–
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Prompt management
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Self hosted
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Video generation
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–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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–
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.